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Published in: Soft Computing 7/2022

07-03-2022 | Fuzzy systems and their mathematics

An improved weighted sum-fuzzy Dijkstra’s algorithm for shortest path problem (iWSFDA)

Authors: Chanchal Dudeja, Pawan Kumar

Published in: Soft Computing | Issue 7/2022

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Abstract

Most of the time, people experience difficulty in identifying the best shortest paths to reach their destination while travelling. This becomes the main motive to research the shortest path identification problem. In this work, an undirected network is considered for the research evaluation of the proposed method. Previously, various types of techniques have been developed by many researchers for this shortest path issue in a networking environment. However, most of them exhibit computational complexity issues when updating their weights for every iteration. Based on this observation, the proposed work plans to solve SPP (Shortest Path Problem) in an undirected network using Fuzzy Dijkstra’s approach based on improved WSM (Weighted Sum Method) with heuristic optimization. Here, the weight updating process of WSM is optimized by Sea Lion Optimization approach in order to improve the working performance of WSM while combining with Fuzzy Dijkstra method. The proposed concept is evaluated in MATLAB, and the performance evaluation is done using time consumption, energy utilization, network lifetime and prediction accuracy by comparing it with Dijkstra, Fuzzy-MPSO and WSDA methods.

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Literature
go back to reference Boltürk E, Karaşan A, Kahraman C (2019) Simple additive weighting and weighted product methods using neutrosophic sets. Fuzzy multi-criteria decision-making using neutrosophic sets. Springer, Cham, pp 647–676CrossRef Boltürk E, Karaşan A, Kahraman C (2019) Simple additive weighting and weighted product methods using neutrosophic sets. Fuzzy multi-criteria decision-making using neutrosophic sets. Springer, Cham, pp 647–676CrossRef
go back to reference Chourabi Z, Khedher F, Babay A, Cheikhrouhou M (2019) Multi-criteria decision making in workforce choice using AHP, WSM and WPM. J Text Inst 110(7):1092–1101CrossRef Chourabi Z, Khedher F, Babay A, Cheikhrouhou M (2019) Multi-criteria decision making in workforce choice using AHP, WSM and WPM. J Text Inst 110(7):1092–1101CrossRef
go back to reference Deepa N, Ganesan K, Sethuramasamyraja B (2019) Predictive mathematical model for solving multi-criteria decision-making problems. Neural Comput Appl 31(10):6733–6746CrossRef Deepa N, Ganesan K, Sethuramasamyraja B (2019) Predictive mathematical model for solving multi-criteria decision-making problems. Neural Comput Appl 31(10):6733–6746CrossRef
go back to reference Dewangan RK, Shukla A and Godfrey WW (2019) Path planning for multiple mobile robots by priority assignment. In: Computational intelligence: theories, applications and future directions, II: 161–172. Dewangan RK, Shukla A and Godfrey WW (2019) Path planning for multiple mobile robots by priority assignment. In: Computational intelligence: theories, applications and future directions, II: 161–172.
go back to reference Dudeja C (2019) Fuzzy-based modified particle swarm optimization algorithm for shortest path problems. Soft Comput 23(17):8321–8331CrossRef Dudeja C (2019) Fuzzy-based modified particle swarm optimization algorithm for shortest path problems. Soft Comput 23(17):8321–8331CrossRef
go back to reference Ergün S, Gök SZA, Aydoǧan T, Weber GW (2019) Performance analysis of a cooperative flow game algorithm in ad hoc networks and a comparison to Dijkstra’s algorithm. J Ind Manag Opt 15(3):1085–1100MathSciNetMATH Ergün S, Gök SZA, Aydoǧan T, Weber GW (2019) Performance analysis of a cooperative flow game algorithm in ad hoc networks and a comparison to Dijkstra’s algorithm. J Ind Manag Opt 15(3):1085–1100MathSciNetMATH
go back to reference Hazelrigg GA (2019) A note on the weighted sum method. J Mech Des 10(1115/1):4044326 Hazelrigg GA (2019) A note on the weighted sum method. J Mech Des 10(1115/1):4044326
go back to reference He E, Boland N, Nemhauser G and Savelsbergh M (2019) Computational complexity of time-dependent shortest path problems. Optimization Online, 12. He E, Boland N, Nemhauser G and Savelsbergh M (2019) Computational complexity of time-dependent shortest path problems. Optimization Online, 12.
go back to reference Hua TK and Abdullah N Weighted Sum-Dijkstra’s Algorithm in Best Path Identification based on Multiple Criteria. Hua TK and Abdullah N Weighted Sum-Dijkstra’s Algorithm in Best Path Identification based on Multiple Criteria.
go back to reference Kabassi K, Karydis C, Botonis A (2020) AHP, Fuzzy SAW, and Fuzzy WPM for the Evaluation of Cultural Websites. Multimodal Technol Interact 4(1):5CrossRef Kabassi K, Karydis C, Botonis A (2020) AHP, Fuzzy SAW, and Fuzzy WPM for the Evaluation of Cultural Websites. Multimodal Technol Interact 4(1):5CrossRef
go back to reference Kainer M and Träff JL (2019) More parallelism in Dijkstra's single-source shortest path algorithm. arXiv preprint arXiv:1903.12085. Kainer M and Träff JL (2019) More parallelism in Dijkstra's single-source shortest path algorithm. arXiv preprint arXiv:1903.12085.
go back to reference Mo H, Deng Y (2019) Identifying node importance based on evidence theory in complex networks. Physica A: Stat Mech Appl 529:121538CrossRef Mo H, Deng Y (2019) Identifying node importance based on evidence theory in complex networks. Physica A: Stat Mech Appl 529:121538CrossRef
go back to reference Prakash BG, Chelliah CB and Ramanujam RS (2019) HHFDS: Heterogeneous hybridized fuzzy‐based Dijkstra's multitask scheduling in WSN. Concurrency and Computation: Practice and Experience, e5354. Prakash BG, Chelliah CB and Ramanujam RS (2019) HHFDS: Heterogeneous hybridized fuzzy‐based Dijkstra's multitask scheduling in WSN. Concurrency and Computation: Practice and Experience, e5354.
go back to reference Razzaq M, Shin S (2019) Fuzzy-logic dijkstra-based energy-efficient algorithm for data transmission in WSNs. Sensors 19(5):1040CrossRef Razzaq M, Shin S (2019) Fuzzy-logic dijkstra-based energy-efficient algorithm for data transmission in WSNs. Sensors 19(5):1040CrossRef
go back to reference Sorooshian S, Parsia Y (2019) Modified Weighted Sum Method for Decisions with Altered Sources of Information. Mathematics and Statistics 7(3):57–60CrossRef Sorooshian S, Parsia Y (2019) Modified Weighted Sum Method for Decisions with Altered Sources of Information. Mathematics and Statistics 7(3):57–60CrossRef
go back to reference Yamaguchi Y (2019) A Dijkstra-based efficient algorithm for finding a shortest non-zero path in group-labeled graphs. arXiv preprint arXiv:1906.04062. Yamaguchi Y (2019) A Dijkstra-based efficient algorithm for finding a shortest non-zero path in group-labeled graphs. arXiv preprint arXiv:1906.04062.
go back to reference Yamane Y and Kobayashi K (2019) A New Fast Weighted all-pairs shortest path search algorithm based on pruning by shortest path trees. arXiv preprint arXiv:1908.06798. Yamane Y and Kobayashi K (2019) A New Fast Weighted all-pairs shortest path search algorithm based on pruning by shortest path trees. arXiv preprint arXiv:1908.06798.
Metadata
Title
An improved weighted sum-fuzzy Dijkstra’s algorithm for shortest path problem (iWSFDA)
Authors
Chanchal Dudeja
Pawan Kumar
Publication date
07-03-2022
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 7/2022
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-022-06871-w

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